WSI Classification on BCNB-HER2
79.36AccuracyHookMIL-Vis
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HookMIL-VisBackbone=UNI [5], Magnification=20x, Patch Size=256x2562025.12 | 79.36 | 80.95 | 67.73 | |
| HookMIL-TNBackbone=UNI [5], Magnification=20x, Patch Size=256x2562025.12 | 77.85 | 78.95 | 65.75 | |
| DSMILBackbone=UNI [5], Magnification=20x, Patch Size=256x2562025.12 | 77.5 | 76.37 | 65.51 | |
| AMD-MILBackbone=UNI [5], Magnification=20x, Patch Size=256x2562025.12 | 77.41 | 77.83 | 63.77 | |
| CLAM-MBBackbone=UNI [5], Magnification=20x, Patch Size=256x2562025.12 | 76.75 | 77.45 | 65.19 | |
| AC-MILBackbone=UNI [5], Magnification=20x, Patch Size=256x2562025.12 | 76.75 | 78.8 | 59.94 | |
| CLAM-SBBackbone=UNI [5], Magnification=20x, Patch Size=256x2562025.12 | 76.65 | 77.93 | 62.7 | |
| WiKGBackbone=UNI [5], Magnification=20x, Patch Size=256x2562025.12 | 76.65 | 76.75 | 60.31 | |
| DTFD-MILBackbone=UNI [5], Magnification=20x, Patch Size=256x2562025.12 | 76.18 | 77.18 | 62.61 | |
| ILRABackbone=UNI [5], Magnification=20x, Patch Size=256x2562025.12 | 75.33 | 73.25 | 63.56 | |
| ABMILBackbone=UNI [5], Magnification=20x, Patch Size=256x2562025.12 | 74.95 | 75.28 | 61.77 | |
| TransMILBackbone=UNI [5], Magnification=20x, Patch Size=256x2562025.12 | 74.01 | 75.41 | 52.71 | |
| MambaMILFeature Extractor=PLIP2025.12 | 66.3 | 73.5 | 65 | |
| MambaMIL+Feature Extractor=CONCH2025.12 | 65.2 | 75.6 | 64.8 | |
| MambaMIL+Feature Extractor=PLIP2025.12 | 65.1 | 74.7 | 65.2 | |
| DTFDFeature Extractor=PLIP2025.12 | 63.9 | 74.6 | 64 | |
| DTFDFeature Extractor=CONCH2025.12 | 63.5 | 74.9 | 62.6 | |
| RRTMILFeature Extractor=PLIP2025.12 | 62.8 | 74.4 | 63.6 | |
| MaxMILFeature Extractor=PLIP2025.12 | 62.5 | 72.4 | 63.1 | |
| MHIM-TransMILFeature Extractor=PLIP2025.12 | 62.1 | 71.6 | 61.3 | |
| MHIM-TransMILFeature Extractor=CONCH2025.12 | 62.1 | 75.4 | 59.8 | |
| MHIM-ABMILFeature Extractor=PLIP2025.12 | 61.9 | 74.6 | 60.7 | |
| MHIM-ABMILFeature Extractor=CONCH2025.12 | 61.9 | 75.4 | 60.7 | |
| PAMFeature Extractor=CONCH2025.12 | 61.9 | 75.3 | 61 | |
| MambaMILFeature Extractor=CONCH2025.12 | 61.9 | 73.5 | 61.5 | |
| PAMFeature Extractor=PLIP2025.12 | 61.2 | 71.3 | 60.8 | |
| ABMILFeature Extractor=CONCH2025.12 | 60.5 | 72.1 | 59.8 | |
| 2DMambaMILFeature Extractor=CONCH2025.12 | 60.5 | 72.1 | 59.8 | |
| MaxMILFeature Extractor=CONCH2025.12 | 60 | 73 | 58.7 | |
| MeanMILFeature Extractor=CONCH2025.12 | 59.4 | 72.2 | 59.9 | |
| CLAMFeature Extractor=CONCH2025.12 | 59.4 | 74.1 | 58.8 | |
| DSMILFeature Extractor=PLIP2025.12 | 58.9 | 73.5 | 59 | |
| ABMILFeature Extractor=PLIP2025.12 | 57.5 | 73.7 | 56.6 | |
| TransMILFeature Extractor=PLIP2025.12 | 57.3 | 64.9 | 55.7 | |
| CLAMFeature Extractor=PLIP2025.12 | 57 | 74.1 | 53.7 | |
| RRTMILFeature Extractor=CONCH2025.12 | 56.6 | 74.2 | 54.3 | |
| DSMILFeature Extractor=CONCH2025.12 | 56.5 | 75.9 | 54.6 | |
| 2DMambaMILFeature Extractor=PLIP2025.12 | 56 | 67.2 | 55.2 | |
| MambaMIL+Feature Extractor=ResNet-502025.12 | 55.7 | 69.8 | 54.2 | |
| RRTMILFeature Extractor=ResNet-502025.12 | 55.6 | 67.6 | 52.3 | |
| TransMILFeature Extractor=CONCH2025.12 | 55.6 | 68.6 | 52.5 | |
| MeanMILFeature Extractor=PLIP2025.12 | 55 | 69.4 | 53.3 | |
| MambaMILFeature Extractor=ResNet-502025.12 | 54.8 | 68.5 | 51.9 | |
| DTFDFeature Extractor=ResNet-502025.12 | 54.7 | 66.1 | 51.8 | |
| PAMFeature Extractor=ResNet-502025.12 | 53.7 | 68 | 50.9 | |
| MHIM-ABMILFeature Extractor=ResNet-502025.12 | 53.5 | 66.4 | 49.8 | |
| 2DMambaMILFeature Extractor=ResNet-502025.12 | 51.8 | 64.2 | 47.3 | |
| TransMILFeature Extractor=ResNet-502025.12 | 51.7 | 54.2 | 46.2 | |
| MHIM-TransMILFeature Extractor=ResNet-502025.12 | 51.6 | 51.2 | 45.6 | |
| CLAMFeature Extractor=ResNet-502025.12 | 50.5 | 66.6 | 44.1 | |
| MeanMILFeature Extractor=ResNet-502025.12 | 50 | 62.3 | 42.4 | |
| MaxMILFeature Extractor=ResNet-502025.12 | 50 | 60.6 | 42.4 | |
| ABMILFeature Extractor=ResNet-502025.12 | 50 | 65.7 | 42.4 | |
| DSMILFeature Extractor=ResNet-502025.12 | 49.9 | 63.1 | 42.3 |